{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 试画图说明极线几何关系，并指出极点、极线所在，解释极线约束。 "
   ]
  },
  {
   "attachments": {
    "TIM%E5%9B%BE%E7%89%8720190714164132.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基线：左右像机光心连线；\n",
    "\n",
    "极平面：空间点，两像机光心决定的平面；\n",
    "\n",
    "极点：基线与两摄像机图像平面的交点；\n",
    "\n",
    "极线：极平面与图像平面交线\n",
    "\n",
    "![TIM%E5%9B%BE%E7%89%8720190714164132.png](attachment:TIM%E5%9B%BE%E7%89%8720190714164132.png)\n",
    "\n",
    "极线约束：两极线上点的对应关系。可以理解为左像平面中极线上每个像素点在右像平面上的同名点一定右像平面对应的极线上，在做特征点匹配时，可以将原来的二维搜索范围缩小到一维，提高匹配效率。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.结合本质矩阵的定义，说明本质矩阵的意义，同时思考与上一周中平面点对应透视矩阵的区别。"
   ]
  },
  {
   "attachments": {
    "20161213145809562.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本质矩阵是归一化图像坐标下的基本矩阵的特殊情况。基本矩阵把要求标定相机这样一个（非本质的）的基本假设去掉了。\n",
    "\n",
    "![20161213145809562.png](attachment:20161213145809562.png)\n",
    "本质矩阵 E 可以将空间中的一点在左相机和右相机中的成像关联起来。我们可以根据多个空间点及其对应的左右像平面坐标求出本质矩阵 E，在此基础上求出 R 和 t，得到两个相机之间的姿态和位置关系。\n",
    "透视变换是从某个投射中心将源图像平面上的信息投射到另一图像平面上，透视矩阵的作用是实现从源平面到新图像平面的转换。而本质矩阵的作用是将空间点在两个投影平面上的投影点对应起来。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 说明三维重构的步骤，并指出输入及输出要求。  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "三维重构步骤:\n",
    "\n",
    "1、提取特征点，建立特征匹配\n",
    "\n",
    "2、计算视差\n",
    "\n",
    "3、计算世界坐标\n",
    "\n",
    "4、三角剖分\n",
    "\n",
    "5、三维重构\n",
    "\n",
    "输入：特征匹配点\n",
    "\n",
    "输出：三维点云数据 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 说明特征匹配的步骤，进一步说明基于k-d树的特征匹配方法的思路。 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先通过 sift、harris 等方法进行特征点提取，得到特征点描述向量，根据特征点描述子对两张图片上的特征点进行匹配和滤波，得到匹配结果。\n",
    "\n",
    "k-d 树特征匹配分两步进行：\n",
    "\n",
    "S1.建树：\n",
    "\n",
    "统计所有样本点在每一维度的方差，选择方差最大的维度作为分裂域，将所有样本按照分裂域维度进行排序，正中间的数据点作为分裂结点。重复上述步骤直至叶子节点。\n",
    "\n",
    "S2.最近邻查询：\n",
    "\n",
    "(1). 首先按照二叉搜索的方式找到与搜索在同一子空间的最近邻叶子节点；\n",
    "\n",
    "(2). 根据搜索路径回溯，判断搜索路径上的节点及其子节点空间是否有比最近邻叶子节点更近的数据点，如果有，则跳到其他子节点空间继续搜索；\n",
    "\n",
    "(3). 重复上述步骤直至搜索路径为空。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 说明RANSAC方法的基本思想及实施步骤"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RANSAC通过反复选择数据中的一组随机子集来达成目标。被选取的子集被假设为局内点，并用下述方法迕行验证：\n",
    "\n",
    "1.有一个模型适应于假设的局内点，即所有的未知参数都能从假设的局内点计算得出。\n",
    "\n",
    "2.用1中得到的模型去测试所有的其它数据，如果某个点适用于估计的模型，认为它也是局内点。\n",
    "\n",
    "3.如果有足够多的点被归类为假设的局内点，那么估计的模型就足够合理。\n",
    "\n",
    "4.然后，用所有假设的局内点去重新估计模型，因为它仅仅被初始的假设局内点估计过。\n",
    "\n",
    "5.最后，通过估计局内点与模型的错误率来评估模型。 返个过程被重复执行固定的次数，每次产生的模型要么因为局内点太少而被舍弃，要么因为比现有的模型更好而被选用。\n"
   ]
  },
  {
   "cell_type": "code",
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